Abstract
We present a multilevel Monte Carlo simulation method for analyzing multi-scale physical systems via a hierarchy of coarse-grained representations, to obtain numerically exact results, at the most detailed level. We apply the method to a mixture of size-asymmetric hard spheres, in the grand canonical ensemble. A three-level version of the method is compared with a previously studied two-level version. The extra level interpolates between the full mixture and a coarse-grained description where only the large particles are present - this is achieved by restricting the small particles to regions close to the large ones. The three-level method improves the performance of the estimator, at fixed computational cost. We analyze the asymptotic variance of the estimator and discuss the mechanisms for the improved performance.
Original language | English |
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Article number | 124109 |
Journal | Journal of Chemical Physics |
Volume | 157 |
Issue number | 12 |
Early online date | 27 Sept 2022 |
DOIs | |
Publication status | Published - 30 Sept 2022 |
Bibliographical note
Funding Information:This work was supported by the Leverhulme Trust through Grant No. RPG–2017–203.
ASJC Scopus subject areas
- General Physics and Astronomy
- Physical and Theoretical Chemistry